BLSTM_MTP_O: Online Greedy Data Association using Bilinear LSTM with Multi-track Pooling


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Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Benchmark:

MOT17 | MOT16 |

Short name:

BLSTM_MTP_O

Detector:

Public

Description:

Reference:

C. Kim, F. Li, M. Alotaibi, J. Rehg. Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object Tracking. In CVPR (accepted), 2021.

Last submitted:

March 17, 2021 (3 years ago)

Published:

March 17, 2021 at 03:16:25 CET

Submissions:

1

Project page / code:

n/a

Open source:

No

Hardware:

Titan Xp GPU, 3.6GHZ CPU

Runtime:

20.1 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1751.554.941.3481 (20.4)836 (35.5)29,616241,61957.291.641.641.344.872.044.370.977.91.72,566 (0.0)7,748 (0.0)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM32.742.232.8496213,69642.781.636.429.639.768.532.862.776.71.42584
MOT17-01-FRCNN29.451.039.6681,4103,13051.570.248.132.952.173.040.354.977.03.11366
MOT17-01-SDP35.249.338.8851,6622,46561.870.639.838.142.973.548.455.377.73.752136
MOT17-03-DPM56.657.943.138215,55239,56462.292.141.345.443.873.648.471.877.73.7324953
MOT17-03-FRCNN59.758.843.944253,86538,12763.694.541.646.644.571.749.373.378.12.6211534
MOT17-03-SDP73.366.850.671143,15524,42076.796.246.255.749.671.559.174.278.42.13331,327
MOT17-06-DPM47.655.241.2391073175,78850.995.045.437.554.367.339.473.578.60.374269
MOT17-06-FRCNN55.659.144.554714824,67960.393.644.844.454.365.947.273.379.00.474255
MOT17-06-SDP56.963.347.373725824,40462.692.749.845.155.971.248.671.979.00.589266
MOT17-07-DPM43.247.734.76244869,02846.694.235.634.037.275.535.772.177.71.085343
MOT17-07-FRCNN39.141.531.68161,1268,94247.187.630.133.632.369.336.367.677.42.3217446
MOT17-07-SDP49.548.436.814157797,60655.092.334.739.436.872.642.170.777.81.6141431
MOT17-08-DPM28.335.328.2113468014,36032.090.933.024.234.975.025.371.779.21.198189
MOT17-08-FRCNN24.433.628.29381,15014,74930.284.735.522.637.675.624.167.578.71.865118
MOT17-08-SDP30.935.529.4123489413,56235.889.432.726.834.472.728.270.478.11.4144295
MOT17-12-DPM40.455.140.119406714,45248.686.347.034.349.974.037.566.677.60.745176
MOT17-12-FRCNN38.051.237.815436464,70045.886.044.032.550.367.935.466.677.70.730100
MOT17-12-SDP40.357.141.017418034,32850.184.449.234.452.872.138.364.577.40.944154
MOT17-14-DPM27.342.029.210871,02612,33833.285.735.624.037.572.025.565.876.91.478341
MOT17-14-FRCNN27.039.728.610741,86411,36538.579.230.926.733.266.729.460.574.72.5256656
MOT17-14-SDP35.547.333.413581,8459,91646.482.335.431.737.571.435.262.575.82.5168609

Raw data:


BLSTM_MTP_O